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TelegraphCQ: Continuous Dataflow Processing for an Uncertain World

Summary: TelegraphCQ presents a continuously-adaptive dataflow engine for managing many continuous queries over high-volume, highly-variable streams, replacing static optimization with runtime adaptation. Prototype built atop PostgreSQL with adaptive operators, routing, and load-aware scheduling. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
h1e5cf29c13d07334
Venue
CIDR
Year
2003
Pagerank
0.00032341214
Overall Rank
112 | 99.26%
DOI
-

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{chandrasekaran_cidr03,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '03},
        title = {{TelegraphCQ: Continuous Dataflow Processing for an Uncertain World}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Chandrasekaran, Sirish and Cooper, Owen and Deshpande, Amol and Franklin, Michael J. and Hellerstein, Joseph M. and Hong, Wei and Krishnamurthy, Sailesh and Madden, Sam and Raman, Vijayshankar and Reiss, Fred and Shah, Mehul},
        year = {2003}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 105 citing papers.

Rank Citing Paper Year Venue Pagerank
5,250 To Share, or not to Share Online Event Trend Aggregation Over Bursty Event Streams 2021 SIGMOD 6.197923e-05
5,341 Sampling Algorithms in a Stream Operator 2005 SIGMOD 6.1596655e-05
5,347 BriskStream: Scaling Data Stream Processing on Shared-Memory Multicore Architectures 2019 SIGMOD 6.1566135e-05
5,379 Load Management and High Availability in the Medusa Distributed Stream Processing System 2004 SIGMOD 6.1388333e-05
5,673 Enabling Incremental Query Re-Optimization 2016 SIGMOD 6.0252485e-05
5,810 Network-Aware Query Processing for Stream-based Applications 2004 VLDB 5.9703192e-05
6,057 Remembrance of Streams Past: Overload-Sensitive Management of Archived Streams 2004 VLDB 5.8838023e-05
6,178 Load Shedding in Stream Databases: A Control-Based Approach 2006 VLDB 5.8430416e-05
6,204 DARLING: Data-Aware Load Shedding in Complex Event Processing Systems 2022 VLDB 5.8341402e-05
6,371 Query-Based Monitoring of BPEL Business Processes 2007 SIGMOD 5.78729e-05
6,456 Grizzly: Efficient Stream Processing Through Adaptive Query Compilation 2020 SIGMOD 5.7616575e-05
6,544 Moirae: History-Enhanced Monitoring 2007 CIDR 5.7329952e-05
6,553 A Holistic View of Stream Partitioning Costs 2017 VLDB 5.7306258e-05
6,601 MonetDB/DataCell: Online Analytics in a Streaming Column-Store 2012 VLDB 5.7208095e-05
6,807 Intermittent Query Processing 2019 VLDB 5.661199e-05
7,097 Inter-Operator Feedback in Data Stream Management Systems via Punctuation 2009 CIDR 5.5852083e-05
7,176 An Integration Framework for Sensor Networks and Data Stream Management Systems 2004 VLDB 5.5778138e-05
7,269 Efficient Adaptive Detection of Complex Event Patterns 2018 VLDB 5.5534971e-05
7,308 Query-Aware Partitioning for Monitoring Massive Network Data Streams 2008 SIGMOD 5.5447173e-05
7,432 POLAR: Adaptive and Non-invasive Join Order Selection via Plans of Least Resistance 2024 VLDB 5.5133928e-05
7,514 SmartCIS: Integrating Digital and Physical Environments 2009 SIGMOD 5.4900077e-05
7,553 Effective Variation Management for Pseudo Periodical Streams 2007 SIGMOD 5.48019e-05
7,559 HiFi: A Unified Architecture for High Fan-in Systems (System Demonstration) 2004 VLDB 5.4788733e-05
7,740 Extending XQuery with Window Functions 2007 VLDB 5.447163e-05
7,741 Resource-efficient Shared Query Execution via Exploiting Time Slackness 2021 SIGMOD 5.4469162e-05
7,791 DBToaster: Agile Views in a Dynamic Data Management System 2011 CIDR 5.4352962e-05
7,880 Changing Flights in Mid-air: A Model for Safely Modifying Continuous Queries 2011 SIGMOD 5.418675e-05
8,012 From a Stream of Relational Queries to Distributed Stream Processing 2010 VLDB 5.3911783e-05
8,154 Thrifty Query Execution via Incrementability 2020 SIGMOD 5.3732833e-05
8,258 Challenges and Experience in Prototyping a Multi-Modal Stream Analytic and Monitoring Application on System S 2007 VLDB 5.3514926e-05
8,290 CAPE: Continuous Query Engine with Heterogeneous-Grained Adaptivity 2004 VLDB 5.3446379e-05
8,337 Adaptive Execution of Variable-Accuracy Functions 2006 VLDB 5.3357365e-05
8,737 Online Windowed Subsequence Matching over Probabilistic Sequences 2012 SIGMOD 5.2705676e-05
8,927 HYPERSONIC: A Hybrid Parallelization Approach for Scalable Complex Event Processing 2022 SIGMOD 5.2361195e-05
8,953 Monitoring Business Processes with Queries 2007 VLDB 5.2361195e-05
8,954 StreamGlobe: Processing and Sharing Data Streams in Grid-Based P2P Infrastructures 2005 VLDB 5.2361195e-05
9,153 Sharing-Aware Horizontal Partitioning for Exploiting Correlations During Query Processing 2010 VLDB 5.2056492e-05
9,424 Data Stream Management for Historical XML Data 2004 SIGMOD 5.1672232e-05
9,675 Providing Resiliency to Load Variations in Distributed Stream Processing 2006 VLDB 5.1265155e-05
9,857 Supporting Scalable Analytics with Latency Constraints 2015 VLDB 5.1064323e-05
10,197 Railgun: managing large streaming windows under MAD requirements 2021 VLDB 5.0514463e-05
10,248 Continuous Query Processing in Data Streams Using Duality of Data and Queries 2006 SIGMOD 5.0412958e-05
10,322 Request Window: an Approach to Improve Throughput of RDBMS-based Data Integration System by Utilizing Data Sharing Across Concurrent Distributed Queries 2007 VLDB 5.0255524e-05
10,916 Meerkat: Scalable, Network-Aware Failure Recovery for the Internet of Things 2026 VLDB 4.9605343e-05
11,106 The Dataflow Model Revisited Or: That Feeling When You Realize Every Problem You've Been Solving Is a Database Problem 2026 VLDB 4.9605343e-05
11,990 Synchronization Schemas 2021 PODS 4.9605343e-05
12,217 Online Template Induction for Machine-Generated Emails 2019 VLDB 4.9605343e-05
12,309 Prioritizing Attention in Fast Data: Principles and Promise 2017 CIDR 4.9605343e-05
12,585 Execution and Optimization of Continuous Queries with Cyclops 2013 SIGMOD 4.9605343e-05
12,789 iFlow: An Approach for Fast and Reliable Internet-Scale Stream Processing Utilizing Detouring and Replication 2010 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 21 of 21 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
25 NiagaraCQ: A Scalable Continuous Query System for Internet Databases 2000 SIGMOD 0.00053734242
26 Models and Issues in Data Stream Systems 2002 PODS 0.00051942573
53 Eddies: Continuously Adaptive Query Processing 2000 SIGMOD 0.00040739114
129 Efficient and Extensible Algorithms for Multi Query Optimization 2000 SIGMOD 0.00030314403
173 Monitoring Streams – A New Class of Data Management Applications 2002 VLDB 0.0002691472
201 Continuously Adaptive Continuous Queries over Streams 2002 SIGMOD 0.00025363666
220 An Evaluation of Non-Equijoin Algorithms 1991 VLDB 0.00024275691
248 Efficient Filtering of XML Documents for Selective Dissemination of Information 2000 VLDB 0.00023113032
370 Continuous Queries over Append-Only Databases 1992 SIGMOD 0.00019781831
426 Cost-based Query Scrambling for Initial Delays 1998 SIGMOD 0.00018432573
454 Filtering Algorithms and Implementation for Very Fast Publish/Subscribe Systems 2001 SIGMOD 0.00017960383
566 On Computing Correlated Aggregates Over Continual Data Streams 2001 SIGMOD 0.00016236872
712 Sequence Query Processing 1994 SIGMOD 0.00014588907
822 Query Execution Techniques for Caching Expensive Methods 1996 SIGMOD 0.00013616674
833 Pipelining in Multi-Query Optimization 2001 PODS 0.00013541546
856 Streaming Queries over Streaming Data 2002 VLDB 0.00013407433
1,135 WSQ/DSQ: A Practical Approach for Combined Querying of Databases and the Web* 2000 SIGMOD 0.0001185973
1,713 Online Dynamic Reordering for Interactive Data Processing 1999 VLDB 9.7948649e-05
1,829 Broadcast Disks: Data Management for Asymmetric Communication Environments 1995 SIGMOD 9.5395344e-05
2,340 Partial Results for Online Query Processing 2002 SIGMOD 8.598874e-05
2,575 Optimization of Sequence Queries in Database Systems 2001 PODS 8.2561121e-05
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